DeepSeek V4-Pro shifts the low-cost model race toward agents

DeepSeek’s current release pairs a one-million-token context window with stronger agent work and broad API compatibility, keeping efficiency at the center of its challenge.

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How to read the system

Each arrow points toward what a system depends on. Every relationship distinguishes sourced facts, company-reported claims, inferred connections, and illustrative scenarios.